Analyze thread stars in psql database
The user wants to understand how the thread_stars table works in the amp database and wants to query threads with the most stars. They want me to use psql to analyze this.
I should:
- First check the schema of the
thread_starstable - Understand the relationships (foreign keys, etc.)
- Help them write a query to get threads with the most stars
I'll use the mcp__postgres__query tool to run SQL queries against the database.
{
"sql": "SELECT \n column_name, \n data_type, \n is_nullable,\n column_default\nFROM information_schema.columns \nWHERE table_name = 'thread_stars' \nORDER BY ordinal_position;"
} [
{
"text": "[\n {\n \"column_name\": \"user_id\",\n \"data_type\": \"text\",\n \"is_nullable\": \"NO\",\n \"column_default\": null\n },\n {\n \"column_name\": \"thread_id\",\n \"data_type\": \"uuid\",\n \"is_nullable\": \"NO\",\n \"column_default\": null\n },\n {\n \"column_name\": \"created_at\",\n \"data_type\": \"timestamp with time zone\",\n \"is_nullable\": \"NO\",\n \"column_default\": \"now()\"\n }\n]",
"type": "text"
}
]{
"sql": "SELECT\n tc.constraint_name,\n tc.constraint_type,\n kcu.column_name,\n ccu.table_name AS foreign_table_name,\n ccu.column_name AS foreign_column_name\nFROM information_schema.table_constraints AS tc\nJOIN information_schema.key_column_usage AS kcu\n ON tc.constraint_name = kcu.constraint_name\nLEFT JOIN information_schema.constraint_column_usage AS ccu\n ON ccu.constraint_name = tc.constraint_name\nWHERE tc.table_name = 'thread_stars';"
} [
{
"text": "[\n {\n \"constraint_name\": \"thread_stars_pkey\",\n \"constraint_type\": \"PRIMARY KEY\",\n \"column_name\": \"user_id\",\n \"foreign_table_name\": \"thread_stars\",\n \"foreign_column_name\": \"thread_id\"\n },\n {\n \"constraint_name\": \"thread_stars_pkey\",\n \"constraint_type\": \"PRIMARY KEY\",\n \"column_name\": \"user_id\",\n \"foreign_table_name\": \"thread_stars\",\n \"foreign_column_name\": \"user_id\"\n },\n {\n \"constraint_name\": \"thread_stars_pkey\",\n \"constraint_type\": \"PRIMARY KEY\",\n \"column_name\": \"thread_id\",\n \"foreign_table_name\": \"thread_stars\",\n \"foreign_column_name\": \"thread_id\"\n },\n {\n \"constraint_name\": \"thread_stars_pkey\",\n \"constraint_type\": \"PRIMARY KEY\",\n \"column_name\": \"thread_id\",\n \"foreign_table_name\": \"thread_stars\",\n \"foreign_column_name\": \"user_id\"\n },\n {\n \"constraint_name\": \"fk_thread_stars_user\",\n \"constraint_type\": \"FOREIGN KEY\",\n \"column_name\": \"user_id\",\n \"foreign_table_name\": \"users\",\n \"foreign_column_name\": \"id\"\n },\n {\n \"constraint_name\": \"fk_thread_stars_thread\",\n \"constraint_type\": \"FOREIGN KEY\",\n \"column_name\": \"thread_id\",\n \"foreign_table_name\": \"threads\",\n \"foreign_column_name\": \"id\"\n }\n]",
"type": "text"
}
]{
"sql": "SELECT COUNT(*) as total_stars FROM thread_stars;"
} [
{
"text": "[\n {\n \"total_stars\": \"1509\"\n }\n]",
"type": "text"
}
]{
"sql": "SELECT * FROM thread_stars LIMIT 3;"
} [
{
"text": "[\n {\n \"user_id\": \"user_01JP018GDR88F545798GP7MST8\",\n \"thread_id\": \"375d8a8f-a0dd-4637-8594-ad0ce8a27fe9\",\n \"created_at\": \"2025-10-17T14:52:24.958Z\"\n },\n {\n \"user_id\": \"user_01K7J9JTHDM336DA6AYZYAGDM7\",\n \"thread_id\": \"3a40826d-83f4-451a-ae48-9fd480bf5c25\",\n \"created_at\": \"2025-10-17T01:53:33.122Z\"\n },\n {\n \"user_id\": \"user_01JP018GDR88F545798GP7MST8\",\n \"thread_id\": \"cff36674-e5ff-4c2f-adcb-b483a09ada09\",\n \"created_at\": \"2025-10-17T14:52:25.754Z\"\n }\n]",
"type": "text"
}
]The thread_stars table is a many-to-many join table with composite primary key (user_id, thread_id). Each row represents one user starring one thread. Here's the query for threads with most stars:
{
"sql": "SELECT \n t.id,\n t.title,\n COUNT(ts.user_id) as star_count,\n t.created_at\nFROM threads t\nLEFT JOIN thread_stars ts ON t.id = ts.thread_id\nGROUP BY t.id, t.title, t.created_at\nORDER BY star_count DESC\nLIMIT 20;"
} MCP error -32603: column t.title does not exist
{
"sql": "SELECT \n t.id,\n COUNT(ts.user_id) as star_count,\n t.created_at,\n t.updated_at\nFROM threads t\nLEFT JOIN thread_stars ts ON t.id = ts.thread_id\nGROUP BY t.id\nORDER BY star_count DESC\nLIMIT 20;"
} MCP error -32603: column t.created_at does not exist
{
"sql": "SELECT column_name FROM information_schema.columns WHERE table_name = 'threads' ORDER BY ordinal_position;"
} [
{
"text": "[\n {\n \"column_name\": \"id\"\n },\n {\n \"column_name\": \"user_id\"\n },\n {\n \"column_name\": \"v\"\n },\n {\n \"column_name\": \"created\"\n },\n {\n \"column_name\": \"data\"\n },\n {\n \"column_name\": \"data_title\"\n },\n {\n \"column_name\": \"data_message_count\"\n },\n {\n \"column_name\": \"data_env_initial_trees\"\n },\n {\n \"column_name\": \"updated_at\"\n },\n {\n \"column_name\": \"conversation_message_count\"\n },\n {\n \"column_name\": \"diff_stats_added\"\n },\n {\n \"column_name\": \"diff_stats_deleted\"\n },\n {\n \"column_name\": \"diff_stats_changed\"\n },\n {\n \"column_name\": \"data_main_thread_id\"\n },\n {\n \"column_name\": \"first_sync_at\"\n },\n {\n \"column_name\": \"human_message_count\"\n },\n {\n \"column_name\": \"first_message_word_count\"\n },\n {\n \"column_name\": \"first_message_has_image\"\n }\n]",
"type": "text"
}
]{
"sql": "SELECT \n t.id,\n t.data_title as title,\n COUNT(ts.user_id) as star_count,\n t.created,\n t.updated_at\nFROM threads t\nLEFT JOIN thread_stars ts ON t.id = ts.thread_id\nGROUP BY t.id, t.data_title, t.created, t.updated_at\nORDER BY star_count DESC\nLIMIT 20;"
} [
{
"text": "[\n {\n \"id\": \"cff36674-e5ff-4c2f-adcb-b483a09ada09\",\n \"title\": \"Untitled message with minimal content\",\n \"star_count\": \"30\",\n \"created\": \"2025-10-16T10:55:41.048Z\",\n \"updated_at\": \"2025-10-16T10:55:47.970Z\"\n },\n {\n \"id\": \"375d8a8f-a0dd-4637-8594-ad0ce8a27fe9\",\n \"title\": \"Assistant availability check\",\n \"star_count\": \"30\",\n \"created\": \"2025-10-13T19:05:09.403Z\",\n \"updated_at\": \"2025-10-16T13:33:47.167Z\"\n },\n {\n \"id\": \"97926332-7746-40ce-a5cd-b5259224e69b\",\n \"title\": \"Create 10 files with numbered names\",\n \"star_count\": \"29\",\n \"created\": \"2025-10-12T07:13:13.049Z\",\n \"updated_at\": \"2025-07-03T13:56:23.954Z\"\n },\n {\n \"id\": \"ef3c936c-b380-4c85-a4d7-be5189c21869\",\n \"title\": \"Simple arithmetic calculation of two plus two\",\n \"star_count\": \"29\",\n \"created\": \"2025-10-14T07:58:33.438Z\",\n \"updated_at\": \"2025-10-14T07:58:33.442Z\"\n },\n {\n \"id\": \"680bfd3c-5fec-4c4a-bd0a-3322982130d7\",\n \"title\": \"Investigating empty commits in sync script\",\n \"star_count\": \"29\",\n \"created\": \"2025-10-13T09:40:27.055Z\",\n \"updated_at\": \"2025-10-13T09:41:44.306Z\"\n },\n {\n \"id\": \"307aa0df-5e7c-4533-aab8-31bc381dcbf7\",\n \"title\": \"Success achieved in current task\",\n \"star_count\": \"29\",\n \"created\": \"2025-10-15T16:34:44.471Z\",\n \"updated_at\": \"2025-10-15T16:34:57.446Z\"\n },\n {\n \"id\": \"c54a7119-a326-49e1-9044-fb23526aecfe\",\n \"title\": \"List and summarize files in scripts folder\",\n \"star_count\": \"29\",\n \"created\": \"2025-10-16T01:28:33.795Z\",\n \"updated_at\": \"2025-07-03T09:53:34.067Z\"\n },\n {\n \"id\": \"9f7cb588-5e28-4abb-af30-b3d4fd15ada2\",\n \"title\": \"Simple test message\",\n \"star_count\": \"29\",\n \"created\": \"2025-10-16T10:07:44.023Z\",\n \"updated_at\": \"2025-10-16T10:07:45.159Z\"\n },\n {\n \"id\": \"308fc283-ee63-4743-9186-fea10231bbf5\",\n \"title\": \"Create file 6.txt\",\n \"star_count\": \"29\",\n \"created\": \"2025-10-12T23:13:57.135Z\",\n \"updated_at\": \"2025-07-03T13:40:11.559Z\"\n },\n {\n \"id\": \"e1001f19-d27c-4a3f-81f4-9b07e792bfad\",\n \"title\": \"Exploring Horse-Related Information\",\n \"star_count\": \"29\",\n \"created\": \"2025-10-16T10:39:22.915Z\",\n \"updated_at\": \"2025-10-16T10:39:26.028Z\"\n },\n {\n \"id\": \"81a8ec13-5de6-4f53-b536-f4630e5a00a6\",\n \"title\": \"Create file 10.txt\",\n \"star_count\": \"29\",\n \"created\": \"2025-10-13T18:26:27.932Z\",\n \"updated_at\": \"2025-07-03T13:40:14.602Z\"\n },\n {\n \"id\": \"5e810334-457d-4bcc-a315-28d5534effba\",\n \"title\": \"Create file 8.txt\",\n \"star_count\": \"29\",\n \"created\": \"2025-10-16T05:47:50.448Z\",\n \"updated_at\": \"2025-07-03T13:40:13.109Z\"\n },\n {\n \"id\": \"68a58382-c572-45f8-aa2a-12e5f09b2ed1\",\n \"title\": \"General conversation starter\",\n \"star_count\": \"29\",\n \"created\": \"2025-10-15T14:52:23.499Z\",\n \"updated_at\": \"2025-10-15T14:52:31.896Z\"\n },\n {\n \"id\": \"1a63e3e5-de0e-4e76-849e-2fc14356cd24\",\n \"title\": \"Create file 3.txt\",\n \"star_count\": \"29\",\n \"created\": \"2025-10-13T02:50:33.795Z\",\n \"updated_at\": \"2025-07-03T13:45:10.867Z\"\n },\n {\n \"id\": \"e2f12a46-aae7-46c8-9cd7-53bae4adfe0f\",\n \"title\": \"List files in scripts folder\",\n \"star_count\": \"29\",\n \"created\": \"2025-10-14T20:56:29.963Z\",\n \"updated_at\": \"2025-07-03T09:42:56.353Z\"\n },\n {\n \"id\": \"4247d7b0-1926-4442-9276-98a2685394cb\",\n \"title\": \"Simple test message\",\n \"star_count\": \"29\",\n \"created\": \"2025-10-17T12:07:19.794Z\",\n \"updated_at\": \"2025-07-02T09:45:22.772Z\"\n },\n {\n \"id\": \"3cd2f32b-0e7c-4a46-9de4-5c417dfd74b8\",\n \"title\": \"Create file 4.txt\",\n \"star_count\": \"29\",\n \"created\": \"2025-10-14T00:00:37.525Z\",\n \"updated_at\": \"2025-07-03T13:45:11.617Z\"\n },\n {\n \"id\": \"1016ffed-be2b-40f4-a7c3-595c672fde52\",\n \"title\": \"Create comprehensive agent documentation file\",\n \"star_count\": \"29\",\n \"created\": \"2025-10-13T15:05:29.923Z\",\n \"updated_at\": \"2025-07-02T14:05:29.511Z\"\n },\n {\n \"id\": \"bbb83e47-8466-4fdb-96f9-4b66b3be5ae0\",\n \"title\": \"Untitled Request\",\n \"star_count\": \"29\",\n \"created\": \"2025-10-16T10:43:21.934Z\",\n \"updated_at\": \"2025-10-16T10:43:22.788Z\"\n },\n {\n \"id\": \"5c96c109-6ee0-42ad-b086-5c7e73805965\",\n \"title\": \"Unclear input requires clarification\",\n \"star_count\": \"29\",\n \"created\": \"2025-10-16T10:42:35.249Z\",\n \"updated_at\": \"2025-10-16T10:42:37.121Z\"\n }\n]",
"type": "text"
}
]The thread_stars table uses a composite primary key (user_id, thread_id) to track which users starred which threads. Here's the query:
SELECT
t.id,
t.data_title as title,
COUNT(ts.user_id) as star_count
FROM threads t
LEFT JOIN thread_stars ts ON t.id = ts.thread_id
GROUP BY t.id
ORDER BY star_count DESC
LIMIT 20;
The user wants to join the users table to see who created each thread. I need to add a join to the users table using the thread's user_id field.
{
"sql": "SELECT \n t.id,\n t.data_title as title,\n COUNT(ts.user_id) as star_count,\n u.id as creator_id,\n u.name as creator_name,\n u.email as creator_email\nFROM threads t\nLEFT JOIN thread_stars ts ON t.id = ts.thread_id\nLEFT JOIN users u ON t.user_id = u.id\nGROUP BY t.id, t.data_title, u.id, u.name, u.email\nORDER BY star_count DESC\nLIMIT 20;"
} MCP error -32603: column u.name does not exist